"""Trackio integration for live ACO monitoring. Logs optimization decisions, costs, and quality metrics to Trackio dashboard. """ import os from typing import Dict, Any, Optional class ACOTrackioLogger: """Lightweight Trackio logger for Agent Cost Optimizer runs.""" def __init__(self, project: str = "aco", space_id: Optional[str] = None): self.project = project self.space_id = space_id or os.environ.get("TRACKIO_SPACE_ID") self._enabled = False try: import trackio self.api = trackio.Api() self._enabled = True except ImportError: self.api = None def log_decision(self, run_id: str, decision: Any, cost: float, success: bool) -> None: """Log an optimization decision to Trackio.""" if not self._enabled: return try: self.api.log_metric( project=self.project, run=run_id, key="optimization_cost", value=cost, ) self.api.log_metric( project=self.project, run=run_id, key="task_success", value=1.0 if success else 0.0, ) if hasattr(decision, "routing_decision"): self.api.log_param( project=self.project, run=run_id, key="model_tier", value=decision.routing_decision.tier, ) except Exception: pass def alert(self, run_id: str, title: str, text: str, level: str = "INFO") -> None: """Send an alert to Trackio.""" if not self._enabled: return try: self.api.alert( project=self.project, run=run_id, title=title, text=text, level=level, ) except Exception: pass def log_cost_adjusted_score(self, run_id: str, score: float) -> None: if not self._enabled: return try: self.api.log_metric( project=self.project, run=run_id, key="cost_adjusted_score", value=score, ) except Exception: pass